{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "21f844f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>诊断结果</th>\n",
       "      <th>平均半径</th>\n",
       "      <th>平均纹理</th>\n",
       "      <th>平均周长</th>\n",
       "      <th>平均面积</th>\n",
       "      <th>平均光滑度</th>\n",
       "      <th>平均致密度</th>\n",
       "      <th>平均凹度</th>\n",
       "      <th>平均凹点数</th>\n",
       "      <th>...</th>\n",
       "      <th>最差半径</th>\n",
       "      <th>最差纹理</th>\n",
       "      <th>最差周长</th>\n",
       "      <th>最差面积</th>\n",
       "      <th>最差光滑度</th>\n",
       "      <th>最差致密度</th>\n",
       "      <th>最差凹度</th>\n",
       "      <th>最差凹点数</th>\n",
       "      <th>最差对称性</th>\n",
       "      <th>最差分形维度</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>842302</td>\n",
       "      <td>确诊</td>\n",
       "      <td>17.99</td>\n",
       "      <td>10.38</td>\n",
       "      <td>122.80</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>0.11840</td>\n",
       "      <td>0.27760</td>\n",
       "      <td>0.30010</td>\n",
       "      <td>0.14710</td>\n",
       "      <td>...</td>\n",
       "      <td>25.38</td>\n",
       "      <td>17.33</td>\n",
       "      <td>184.60</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.1622</td>\n",
       "      <td>0.6656</td>\n",
       "      <td>0.7119</td>\n",
       "      <td>0.26540</td>\n",
       "      <td>0.4601</td>\n",
       "      <td>0.11890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>842517</td>\n",
       "      <td>确诊</td>\n",
       "      <td>20.57</td>\n",
       "      <td>17.77</td>\n",
       "      <td>132.90</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>0.08474</td>\n",
       "      <td>0.07864</td>\n",
       "      <td>0.08690</td>\n",
       "      <td>0.07017</td>\n",
       "      <td>...</td>\n",
       "      <td>24.99</td>\n",
       "      <td>23.41</td>\n",
       "      <td>158.80</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>0.1238</td>\n",
       "      <td>0.1866</td>\n",
       "      <td>0.2416</td>\n",
       "      <td>0.18600</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.08902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8510426</td>\n",
       "      <td>健康</td>\n",
       "      <td>13.54</td>\n",
       "      <td>14.36</td>\n",
       "      <td>87.46</td>\n",
       "      <td>566.3</td>\n",
       "      <td>0.09779</td>\n",
       "      <td>0.08129</td>\n",
       "      <td>0.06664</td>\n",
       "      <td>0.04781</td>\n",
       "      <td>...</td>\n",
       "      <td>15.11</td>\n",
       "      <td>19.26</td>\n",
       "      <td>99.70</td>\n",
       "      <td>711.2</td>\n",
       "      <td>0.1440</td>\n",
       "      <td>0.1773</td>\n",
       "      <td>0.2390</td>\n",
       "      <td>0.12880</td>\n",
       "      <td>0.2977</td>\n",
       "      <td>0.07259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8510653</td>\n",
       "      <td>健康</td>\n",
       "      <td>13.08</td>\n",
       "      <td>15.71</td>\n",
       "      <td>85.63</td>\n",
       "      <td>520.0</td>\n",
       "      <td>0.10750</td>\n",
       "      <td>0.12700</td>\n",
       "      <td>0.04568</td>\n",
       "      <td>0.03110</td>\n",
       "      <td>...</td>\n",
       "      <td>14.50</td>\n",
       "      <td>20.49</td>\n",
       "      <td>96.09</td>\n",
       "      <td>630.5</td>\n",
       "      <td>0.1312</td>\n",
       "      <td>0.2776</td>\n",
       "      <td>0.1890</td>\n",
       "      <td>0.07283</td>\n",
       "      <td>0.3184</td>\n",
       "      <td>0.08183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>84300903</td>\n",
       "      <td>确诊</td>\n",
       "      <td>19.69</td>\n",
       "      <td>21.25</td>\n",
       "      <td>130.00</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>0.10960</td>\n",
       "      <td>0.15990</td>\n",
       "      <td>0.19740</td>\n",
       "      <td>0.12790</td>\n",
       "      <td>...</td>\n",
       "      <td>23.57</td>\n",
       "      <td>25.53</td>\n",
       "      <td>152.50</td>\n",
       "      <td>1709.0</td>\n",
       "      <td>0.1444</td>\n",
       "      <td>0.4245</td>\n",
       "      <td>0.4504</td>\n",
       "      <td>0.24300</td>\n",
       "      <td>0.3613</td>\n",
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       "<p>5 rows × 32 columns</p>\n",
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      "text/plain": [
       "         ID 诊断结果   平均半径   平均纹理    平均周长    平均面积    平均光滑度    平均致密度     平均凹度  \\\n",
       "0    842302   确诊  17.99  10.38  122.80  1001.0  0.11840  0.27760  0.30010   \n",
       "1    842517   确诊  20.57  17.77  132.90  1326.0  0.08474  0.07864  0.08690   \n",
       "2   8510426   健康  13.54  14.36   87.46   566.3  0.09779  0.08129  0.06664   \n",
       "3   8510653   健康  13.08  15.71   85.63   520.0  0.10750  0.12700  0.04568   \n",
       "4  84300903   确诊  19.69  21.25  130.00  1203.0  0.10960  0.15990  0.19740   \n",
       "\n",
       "     平均凹点数  ...   最差半径   最差纹理    最差周长    最差面积   最差光滑度   最差致密度    最差凹度  \\\n",
       "0  0.14710  ...  25.38  17.33  184.60  2019.0  0.1622  0.6656  0.7119   \n",
       "1  0.07017  ...  24.99  23.41  158.80  1956.0  0.1238  0.1866  0.2416   \n",
       "2  0.04781  ...  15.11  19.26   99.70   711.2  0.1440  0.1773  0.2390   \n",
       "3  0.03110  ...  14.50  20.49   96.09   630.5  0.1312  0.2776  0.1890   \n",
       "4  0.12790  ...  23.57  25.53  152.50  1709.0  0.1444  0.4245  0.4504   \n",
       "\n",
       "     最差凹点数   最差对称性   最差分形维度  \n",
       "0  0.26540  0.4601  0.11890  \n",
       "1  0.18600  0.2750  0.08902  \n",
       "2  0.12880  0.2977  0.07259  \n",
       "3  0.07283  0.3184  0.08183  \n",
       "4  0.24300  0.3613  0.08758  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd # 导入Pandas数据处理工具\n",
    "# 读取数据\n",
    "data = pd.read_csv('某地乳腺检查数据.csv')\n",
    "data.head()  # head方法显示前5行数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "70790f6e",
   "metadata": {},
   "outputs": [
    {
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       "      <th>平均纹理</th>\n",
       "      <th>平均周长</th>\n",
       "      <th>平均面积</th>\n",
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       "      <th>平均致密度</th>\n",
       "      <th>平均凹度</th>\n",
       "      <th>平均凹点数</th>\n",
       "      <th>平均对称性</th>\n",
       "      <th>平均分形维度</th>\n",
       "      <th>...</th>\n",
       "      <th>最差半径</th>\n",
       "      <th>最差纹理</th>\n",
       "      <th>最差周长</th>\n",
       "      <th>最差面积</th>\n",
       "      <th>最差光滑度</th>\n",
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       "      <th>0</th>\n",
       "      <td>17.99</td>\n",
       "      <td>10.38</td>\n",
       "      <td>122.80</td>\n",
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       "      <td>0.30010</td>\n",
       "      <td>0.14710</td>\n",
       "      <td>0.2419</td>\n",
       "      <td>0.07871</td>\n",
       "      <td>...</td>\n",
       "      <td>25.380</td>\n",
       "      <td>17.33</td>\n",
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       "      <td>0.16220</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20.57</td>\n",
       "      <td>17.77</td>\n",
       "      <td>132.90</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>0.08474</td>\n",
       "      <td>0.07864</td>\n",
       "      <td>0.08690</td>\n",
       "      <td>0.07017</td>\n",
       "      <td>0.1812</td>\n",
       "      <td>0.05667</td>\n",
       "      <td>...</td>\n",
       "      <td>24.990</td>\n",
       "      <td>23.41</td>\n",
       "      <td>158.80</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>0.12380</td>\n",
       "      <td>0.18660</td>\n",
       "      <td>0.2416</td>\n",
       "      <td>0.18600</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.08902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13.54</td>\n",
       "      <td>14.36</td>\n",
       "      <td>87.46</td>\n",
       "      <td>566.3</td>\n",
       "      <td>0.09779</td>\n",
       "      <td>0.08129</td>\n",
       "      <td>0.06664</td>\n",
       "      <td>0.04781</td>\n",
       "      <td>0.1885</td>\n",
       "      <td>0.05766</td>\n",
       "      <td>...</td>\n",
       "      <td>15.110</td>\n",
       "      <td>19.26</td>\n",
       "      <td>99.70</td>\n",
       "      <td>711.2</td>\n",
       "      <td>0.14400</td>\n",
       "      <td>0.17730</td>\n",
       "      <td>0.2390</td>\n",
       "      <td>0.12880</td>\n",
       "      <td>0.2977</td>\n",
       "      <td>0.07259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13.08</td>\n",
       "      <td>15.71</td>\n",
       "      <td>85.63</td>\n",
       "      <td>520.0</td>\n",
       "      <td>0.10750</td>\n",
       "      <td>0.12700</td>\n",
       "      <td>0.04568</td>\n",
       "      <td>0.03110</td>\n",
       "      <td>0.1967</td>\n",
       "      <td>0.06811</td>\n",
       "      <td>...</td>\n",
       "      <td>14.500</td>\n",
       "      <td>20.49</td>\n",
       "      <td>96.09</td>\n",
       "      <td>630.5</td>\n",
       "      <td>0.13120</td>\n",
       "      <td>0.27760</td>\n",
       "      <td>0.1890</td>\n",
       "      <td>0.07283</td>\n",
       "      <td>0.3184</td>\n",
       "      <td>0.08183</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19.69</td>\n",
       "      <td>21.25</td>\n",
       "      <td>130.00</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>0.10960</td>\n",
       "      <td>0.15990</td>\n",
       "      <td>0.19740</td>\n",
       "      <td>0.12790</td>\n",
       "      <td>0.2069</td>\n",
       "      <td>0.05999</td>\n",
       "      <td>...</td>\n",
       "      <td>23.570</td>\n",
       "      <td>25.53</td>\n",
       "      <td>152.50</td>\n",
       "      <td>1709.0</td>\n",
       "      <td>0.14440</td>\n",
       "      <td>0.42450</td>\n",
       "      <td>0.4504</td>\n",
       "      <td>0.24300</td>\n",
       "      <td>0.3613</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>21.56</td>\n",
       "      <td>22.39</td>\n",
       "      <td>142.00</td>\n",
       "      <td>1479.0</td>\n",
       "      <td>0.11100</td>\n",
       "      <td>0.11590</td>\n",
       "      <td>0.24390</td>\n",
       "      <td>0.13890</td>\n",
       "      <td>0.1726</td>\n",
       "      <td>0.05623</td>\n",
       "      <td>...</td>\n",
       "      <td>25.450</td>\n",
       "      <td>26.40</td>\n",
       "      <td>166.10</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>0.14100</td>\n",
       "      <td>0.21130</td>\n",
       "      <td>0.4107</td>\n",
       "      <td>0.22160</td>\n",
       "      <td>0.2060</td>\n",
       "      <td>0.07115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>20.13</td>\n",
       "      <td>28.25</td>\n",
       "      <td>131.20</td>\n",
       "      <td>1261.0</td>\n",
       "      <td>0.09780</td>\n",
       "      <td>0.10340</td>\n",
       "      <td>0.14400</td>\n",
       "      <td>0.09791</td>\n",
       "      <td>0.1752</td>\n",
       "      <td>0.05533</td>\n",
       "      <td>...</td>\n",
       "      <td>23.690</td>\n",
       "      <td>38.25</td>\n",
       "      <td>155.00</td>\n",
       "      <td>1731.0</td>\n",
       "      <td>0.11660</td>\n",
       "      <td>0.19220</td>\n",
       "      <td>0.3215</td>\n",
       "      <td>0.16280</td>\n",
       "      <td>0.2572</td>\n",
       "      <td>0.06637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>16.60</td>\n",
       "      <td>28.08</td>\n",
       "      <td>108.30</td>\n",
       "      <td>858.1</td>\n",
       "      <td>0.08455</td>\n",
       "      <td>0.10230</td>\n",
       "      <td>0.09251</td>\n",
       "      <td>0.05302</td>\n",
       "      <td>0.1590</td>\n",
       "      <td>0.05648</td>\n",
       "      <td>...</td>\n",
       "      <td>18.980</td>\n",
       "      <td>34.12</td>\n",
       "      <td>126.70</td>\n",
       "      <td>1124.0</td>\n",
       "      <td>0.11390</td>\n",
       "      <td>0.30940</td>\n",
       "      <td>0.3403</td>\n",
       "      <td>0.14180</td>\n",
       "      <td>0.2218</td>\n",
       "      <td>0.07820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>20.60</td>\n",
       "      <td>29.33</td>\n",
       "      <td>140.10</td>\n",
       "      <td>1265.0</td>\n",
       "      <td>0.11780</td>\n",
       "      <td>0.27700</td>\n",
       "      <td>0.35140</td>\n",
       "      <td>0.15200</td>\n",
       "      <td>0.2397</td>\n",
       "      <td>0.07016</td>\n",
       "      <td>...</td>\n",
       "      <td>25.740</td>\n",
       "      <td>39.42</td>\n",
       "      <td>184.60</td>\n",
       "      <td>1821.0</td>\n",
       "      <td>0.16500</td>\n",
       "      <td>0.86810</td>\n",
       "      <td>0.9387</td>\n",
       "      <td>0.26500</td>\n",
       "      <td>0.4087</td>\n",
       "      <td>0.12400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>7.76</td>\n",
       "      <td>24.54</td>\n",
       "      <td>47.92</td>\n",
       "      <td>181.0</td>\n",
       "      <td>0.05263</td>\n",
       "      <td>0.04362</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>0.05884</td>\n",
       "      <td>...</td>\n",
       "      <td>9.456</td>\n",
       "      <td>30.37</td>\n",
       "      <td>59.16</td>\n",
       "      <td>268.6</td>\n",
       "      <td>0.08996</td>\n",
       "      <td>0.06444</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.2871</td>\n",
       "      <td>0.07039</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>569 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      平均半径   平均纹理    平均周长    平均面积    平均光滑度    平均致密度     平均凹度    平均凹点数   平均对称性  \\\n",
       "0    17.99  10.38  122.80  1001.0  0.11840  0.27760  0.30010  0.14710  0.2419   \n",
       "1    20.57  17.77  132.90  1326.0  0.08474  0.07864  0.08690  0.07017  0.1812   \n",
       "2    13.54  14.36   87.46   566.3  0.09779  0.08129  0.06664  0.04781  0.1885   \n",
       "3    13.08  15.71   85.63   520.0  0.10750  0.12700  0.04568  0.03110  0.1967   \n",
       "4    19.69  21.25  130.00  1203.0  0.10960  0.15990  0.19740  0.12790  0.2069   \n",
       "..     ...    ...     ...     ...      ...      ...      ...      ...     ...   \n",
       "564  21.56  22.39  142.00  1479.0  0.11100  0.11590  0.24390  0.13890  0.1726   \n",
       "565  20.13  28.25  131.20  1261.0  0.09780  0.10340  0.14400  0.09791  0.1752   \n",
       "566  16.60  28.08  108.30   858.1  0.08455  0.10230  0.09251  0.05302  0.1590   \n",
       "567  20.60  29.33  140.10  1265.0  0.11780  0.27700  0.35140  0.15200  0.2397   \n",
       "568   7.76  24.54   47.92   181.0  0.05263  0.04362  0.00000  0.00000  0.1587   \n",
       "\n",
       "      平均分形维度  ...    最差半径   最差纹理    最差周长    最差面积    最差光滑度    最差致密度    最差凹度  \\\n",
       "0    0.07871  ...  25.380  17.33  184.60  2019.0  0.16220  0.66560  0.7119   \n",
       "1    0.05667  ...  24.990  23.41  158.80  1956.0  0.12380  0.18660  0.2416   \n",
       "2    0.05766  ...  15.110  19.26   99.70   711.2  0.14400  0.17730  0.2390   \n",
       "3    0.06811  ...  14.500  20.49   96.09   630.5  0.13120  0.27760  0.1890   \n",
       "4    0.05999  ...  23.570  25.53  152.50  1709.0  0.14440  0.42450  0.4504   \n",
       "..       ...  ...     ...    ...     ...     ...      ...      ...     ...   \n",
       "564  0.05623  ...  25.450  26.40  166.10  2027.0  0.14100  0.21130  0.4107   \n",
       "565  0.05533  ...  23.690  38.25  155.00  1731.0  0.11660  0.19220  0.3215   \n",
       "566  0.05648  ...  18.980  34.12  126.70  1124.0  0.11390  0.30940  0.3403   \n",
       "567  0.07016  ...  25.740  39.42  184.60  1821.0  0.16500  0.86810  0.9387   \n",
       "568  0.05884  ...   9.456  30.37   59.16   268.6  0.08996  0.06444  0.0000   \n",
       "\n",
       "       最差凹点数   最差对称性   最差分形维度  \n",
       "0    0.26540  0.4601  0.11890  \n",
       "1    0.18600  0.2750  0.08902  \n",
       "2    0.12880  0.2977  0.07259  \n",
       "3    0.07283  0.3184  0.08183  \n",
       "4    0.24300  0.3613  0.08758  \n",
       "..       ...     ...      ...  \n",
       "564  0.22160  0.2060  0.07115  \n",
       "565  0.16280  0.2572  0.06637  \n",
       "566  0.14180  0.2218  0.07820  \n",
       "567  0.26500  0.4087  0.12400  \n",
       "568  0.00000  0.2871  0.07039  \n",
       "\n",
       "[569 rows x 30 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 设置X和y\n",
    "y = data[\"诊断结果\"]\n",
    "X = data.drop([\"诊断结果\", \"ID\"], axis=1)\n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4e8c8ba0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# 设置字体为SimHei，以正常显示中文标签\n",
    "plt.rcParams[\"font.family\"]=['SimHei'] \n",
    "plt.rcParams['font.sans-serif']=['SimHei'] \n",
    "# 用来正常显示负号\n",
    "plt.rcParams['axes.unicode_minus']=False \n",
    "\n",
    "# 显示y的柱状图\n",
    "y.value_counts().plot(kind='bar', color='skyblue', edgecolor='black')\n",
    "plt.title('诊断结果分布')\n",
    "plt.xlabel('诊断结果')\n",
    "plt.ylabel('数量')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "777ac3aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均半径</th>\n",
       "      <th>平均纹理</th>\n",
       "      <th>平均周长</th>\n",
       "      <th>平均面积</th>\n",
       "      <th>平均光滑度</th>\n",
       "      <th>平均致密度</th>\n",
       "      <th>平均凹度</th>\n",
       "      <th>平均凹点数</th>\n",
       "      <th>平均对称性</th>\n",
       "      <th>平均分形维度</th>\n",
       "      <th>...</th>\n",
       "      <th>最差半径</th>\n",
       "      <th>最差纹理</th>\n",
       "      <th>最差周长</th>\n",
       "      <th>最差面积</th>\n",
       "      <th>最差光滑度</th>\n",
       "      <th>最差致密度</th>\n",
       "      <th>最差凹度</th>\n",
       "      <th>最差凹点数</th>\n",
       "      <th>最差对称性</th>\n",
       "      <th>最差分形维度</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>14.127292</td>\n",
       "      <td>19.289649</td>\n",
       "      <td>91.969033</td>\n",
       "      <td>654.889104</td>\n",
       "      <td>0.096360</td>\n",
       "      <td>0.104341</td>\n",
       "      <td>0.088799</td>\n",
       "      <td>0.048919</td>\n",
       "      <td>0.181162</td>\n",
       "      <td>0.062798</td>\n",
       "      <td>...</td>\n",
       "      <td>16.269190</td>\n",
       "      <td>25.677223</td>\n",
       "      <td>107.261213</td>\n",
       "      <td>880.583128</td>\n",
       "      <td>0.132369</td>\n",
       "      <td>0.254265</td>\n",
       "      <td>0.272188</td>\n",
       "      <td>0.114606</td>\n",
       "      <td>0.290076</td>\n",
       "      <td>0.083946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.524049</td>\n",
       "      <td>4.301036</td>\n",
       "      <td>24.298981</td>\n",
       "      <td>351.914129</td>\n",
       "      <td>0.014064</td>\n",
       "      <td>0.052813</td>\n",
       "      <td>0.079720</td>\n",
       "      <td>0.038803</td>\n",
       "      <td>0.027414</td>\n",
       "      <td>0.007060</td>\n",
       "      <td>...</td>\n",
       "      <td>4.833242</td>\n",
       "      <td>6.146258</td>\n",
       "      <td>33.602542</td>\n",
       "      <td>569.356993</td>\n",
       "      <td>0.022832</td>\n",
       "      <td>0.157336</td>\n",
       "      <td>0.208624</td>\n",
       "      <td>0.065732</td>\n",
       "      <td>0.061867</td>\n",
       "      <td>0.018061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.981000</td>\n",
       "      <td>9.710000</td>\n",
       "      <td>43.790000</td>\n",
       "      <td>143.500000</td>\n",
       "      <td>0.052630</td>\n",
       "      <td>0.019380</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.106000</td>\n",
       "      <td>0.049960</td>\n",
       "      <td>...</td>\n",
       "      <td>7.930000</td>\n",
       "      <td>12.020000</td>\n",
       "      <td>50.410000</td>\n",
       "      <td>185.200000</td>\n",
       "      <td>0.071170</td>\n",
       "      <td>0.027290</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.156500</td>\n",
       "      <td>0.055040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>11.700000</td>\n",
       "      <td>16.170000</td>\n",
       "      <td>75.170000</td>\n",
       "      <td>420.300000</td>\n",
       "      <td>0.086370</td>\n",
       "      <td>0.064920</td>\n",
       "      <td>0.029560</td>\n",
       "      <td>0.020310</td>\n",
       "      <td>0.161900</td>\n",
       "      <td>0.057700</td>\n",
       "      <td>...</td>\n",
       "      <td>13.010000</td>\n",
       "      <td>21.080000</td>\n",
       "      <td>84.110000</td>\n",
       "      <td>515.300000</td>\n",
       "      <td>0.116600</td>\n",
       "      <td>0.147200</td>\n",
       "      <td>0.114500</td>\n",
       "      <td>0.064930</td>\n",
       "      <td>0.250400</td>\n",
       "      <td>0.071460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>13.370000</td>\n",
       "      <td>18.840000</td>\n",
       "      <td>86.240000</td>\n",
       "      <td>551.100000</td>\n",
       "      <td>0.095870</td>\n",
       "      <td>0.092630</td>\n",
       "      <td>0.061540</td>\n",
       "      <td>0.033500</td>\n",
       "      <td>0.179200</td>\n",
       "      <td>0.061540</td>\n",
       "      <td>...</td>\n",
       "      <td>14.970000</td>\n",
       "      <td>25.410000</td>\n",
       "      <td>97.660000</td>\n",
       "      <td>686.500000</td>\n",
       "      <td>0.131300</td>\n",
       "      <td>0.211900</td>\n",
       "      <td>0.226700</td>\n",
       "      <td>0.099930</td>\n",
       "      <td>0.282200</td>\n",
       "      <td>0.080040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>15.780000</td>\n",
       "      <td>21.800000</td>\n",
       "      <td>104.100000</td>\n",
       "      <td>782.700000</td>\n",
       "      <td>0.105300</td>\n",
       "      <td>0.130400</td>\n",
       "      <td>0.130700</td>\n",
       "      <td>0.074000</td>\n",
       "      <td>0.195700</td>\n",
       "      <td>0.066120</td>\n",
       "      <td>...</td>\n",
       "      <td>18.790000</td>\n",
       "      <td>29.720000</td>\n",
       "      <td>125.400000</td>\n",
       "      <td>1084.000000</td>\n",
       "      <td>0.146000</td>\n",
       "      <td>0.339100</td>\n",
       "      <td>0.382900</td>\n",
       "      <td>0.161400</td>\n",
       "      <td>0.317900</td>\n",
       "      <td>0.092080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>28.110000</td>\n",
       "      <td>39.280000</td>\n",
       "      <td>188.500000</td>\n",
       "      <td>2501.000000</td>\n",
       "      <td>0.163400</td>\n",
       "      <td>0.345400</td>\n",
       "      <td>0.426800</td>\n",
       "      <td>0.201200</td>\n",
       "      <td>0.304000</td>\n",
       "      <td>0.097440</td>\n",
       "      <td>...</td>\n",
       "      <td>36.040000</td>\n",
       "      <td>49.540000</td>\n",
       "      <td>251.200000</td>\n",
       "      <td>4254.000000</td>\n",
       "      <td>0.222600</td>\n",
       "      <td>1.058000</td>\n",
       "      <td>1.252000</td>\n",
       "      <td>0.291000</td>\n",
       "      <td>0.663800</td>\n",
       "      <td>0.207500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             平均半径        平均纹理        平均周长         平均面积       平均光滑度  \\\n",
       "count  569.000000  569.000000  569.000000   569.000000  569.000000   \n",
       "mean    14.127292   19.289649   91.969033   654.889104    0.096360   \n",
       "std      3.524049    4.301036   24.298981   351.914129    0.014064   \n",
       "min      6.981000    9.710000   43.790000   143.500000    0.052630   \n",
       "25%     11.700000   16.170000   75.170000   420.300000    0.086370   \n",
       "50%     13.370000   18.840000   86.240000   551.100000    0.095870   \n",
       "75%     15.780000   21.800000  104.100000   782.700000    0.105300   \n",
       "max     28.110000   39.280000  188.500000  2501.000000    0.163400   \n",
       "\n",
       "            平均致密度        平均凹度       平均凹点数       平均对称性      平均分形维度  ...  \\\n",
       "count  569.000000  569.000000  569.000000  569.000000  569.000000  ...   \n",
       "mean     0.104341    0.088799    0.048919    0.181162    0.062798  ...   \n",
       "std      0.052813    0.079720    0.038803    0.027414    0.007060  ...   \n",
       "min      0.019380    0.000000    0.000000    0.106000    0.049960  ...   \n",
       "25%      0.064920    0.029560    0.020310    0.161900    0.057700  ...   \n",
       "50%      0.092630    0.061540    0.033500    0.179200    0.061540  ...   \n",
       "75%      0.130400    0.130700    0.074000    0.195700    0.066120  ...   \n",
       "max      0.345400    0.426800    0.201200    0.304000    0.097440  ...   \n",
       "\n",
       "             最差半径        最差纹理        最差周长         最差面积       最差光滑度  \\\n",
       "count  569.000000  569.000000  569.000000   569.000000  569.000000   \n",
       "mean    16.269190   25.677223  107.261213   880.583128    0.132369   \n",
       "std      4.833242    6.146258   33.602542   569.356993    0.022832   \n",
       "min      7.930000   12.020000   50.410000   185.200000    0.071170   \n",
       "25%     13.010000   21.080000   84.110000   515.300000    0.116600   \n",
       "50%     14.970000   25.410000   97.660000   686.500000    0.131300   \n",
       "75%     18.790000   29.720000  125.400000  1084.000000    0.146000   \n",
       "max     36.040000   49.540000  251.200000  4254.000000    0.222600   \n",
       "\n",
       "            最差致密度        最差凹度       最差凹点数       最差对称性      最差分形维度  \n",
       "count  569.000000  569.000000  569.000000  569.000000  569.000000  \n",
       "mean     0.254265    0.272188    0.114606    0.290076    0.083946  \n",
       "std      0.157336    0.208624    0.065732    0.061867    0.018061  \n",
       "min      0.027290    0.000000    0.000000    0.156500    0.055040  \n",
       "25%      0.147200    0.114500    0.064930    0.250400    0.071460  \n",
       "50%      0.211900    0.226700    0.099930    0.282200    0.080040  \n",
       "75%      0.339100    0.382900    0.161400    0.317900    0.092080  \n",
       "max      1.058000    1.252000    0.291000    0.663800    0.207500  \n",
       "\n",
       "[8 rows x 30 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 显示特征数据集的统计信息\n",
    "X.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "46fcc531",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['平均半径', '平均纹理', '平均周长', '平均面积', '平均光滑度', '平均致密度', '平均凹度', '平均凹点数',\n",
       "       '平均对称性', '平均分形维度', '半径的标准误差', '纹理的标准误差', '周长的标准误差', '面积的标准误差',\n",
       "       '光滑度的标准误差', '致密度的标准误差', '凹度的标准误差', '凹点数的标准误差', '对称性的标准误差', '分形维度的标准误差',\n",
       "       '最差半径', '最差纹理', '最差周长', '最差面积', '最差光滑度', '最差致密度', '最差凹度', '最差凹点数',\n",
       "       '最差对称性', '最差分形维度'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看X的特征名称\n",
    "features = X.columns\n",
    "features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e540bd37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制前三个特征的直方图\n",
    "first_three_features = features[:3]\n",
    "\n",
    "fig, axes = plt.subplots(nrows=3, ncols=1, figsize=(8, 10))\n",
    "\n",
    "for i, feature in enumerate(first_three_features):\n",
    "    axes[i].hist(X[feature], bins=30, color='skyblue', edgecolor='black')\n",
    "    axes[i].set_title(f\"{feature} - 直方图\")\n",
    "    axes[i].set_xlabel('值')\n",
    "    axes[i].set_ylabel('频数')\n",
    "    axes[i].grid(True, axis='y', linestyle='--', linewidth=0.7, alpha=0.6)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7132fd20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 选择前10个特征\n",
    "selected_features = features[:10]\n",
    "\n",
    "# 绘制箱线图\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.boxplot([X[feature] for feature in selected_features], vert=True)\n",
    "plt.xticks(range(1, len(selected_features) + 1), selected_features, rotation=45)\n",
    "plt.title('箱线图 - 前10个特征')\n",
    "plt.ylabel('值')\n",
    "plt.grid(True, axis='y', linestyle='--', linewidth=0.7, alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fcb64206",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OHVJAQIAWLlxoHSllsVhUuXJllS9fXhMmTNCkSZOs87wdPnxYBw4cUJ8+fZQ2bVo7bkHKZbFYVKVKFdWuXVszZsyQ9KJdKlWqpEKFCmnZsmVydXXVtWvX1Lp1a5UrV04ffPCBsmbNqipVqihnzpxKmzYtJ7mJlMViUdOmTdWtWze1adPGutzLy0udOnXSV199pcjISBUrVkz//ve/1alTJ0VFRenAgQMaP3683nzzTQ0fPlzp06dnhJSNvXyXvWrVqun69euKjIxUjRo15OrqqgoVKigqKkpTpkzR2rVrlStXLm3btk05cuSQMUaurq7KnDmzunXrZn3OuInS8c97ObgYOnSo9u3bpxUrVlhPdtq2batFixbp7Nmz+uGHH3TkyBENGzZM+fLlU2RkpL766is1bdpUs2fPVmxsrHWeRdjXy+3atWtXlS1bVr1791bGjBnVrFkzpUqVSh07dlSnTp3UvXt31alTR+PHj9f27ds1b9485cmTR4cOHbKelxAK20/cucbNmzd19epV1ahRQw8fPpSLi4umTZumMWPG6J133tGCBQuUK1cu5cqVy9r+Dx48kPRiEATnjIlDSEiIevTooXfffVeurq6qV6+edu7cKXd3dzk7O+u9995TRESEJk6cqK+//lpLly5VyZIlJUnnz59Xzpw5NWjQIOXOndvOW/J79BBJSEREhPWOCUWKFFGtWrV04cIF6+/i5MyZU//+9781YcIEeXp6aufOndqyZYsWLVqkjz/+WJs2bVK5cuXssg0pXWxsrCZPnqyWLVvq0aNHunDhgmrWrKmSJUvKxcVFTk5O+vHHH9W8eXPdu3dPzs7OqlGjhn766SdlypRJadKk0cyZMzVs2DB9//33BFJ2EncXKG9vbz1+/FiXL1/WO++8Y/39qVOn1KlTJy1ZskQFChRQ165dlTZtWq1evVpz585V4cKFCaTsJC6QqlOnjjWQ6tq1q3r16qXPP/9ckqyXjmTIkEEHDhxQrVq11L9/f3Xr1k3Hjx/XgAEDuDNUImWxWOTr66vnz59r2bJl2rZtm65fv67ly5crIiJC1apVU9euXXXq1CmdOHFC48aN0wcffKBBgwapf//+1gnu8+TJQyBlY3ETKYeEhKhq1apq3bq1QkJCNGDAAIWHhysiIkKxsbGqWrWq3nvvPS1YsEDR0dHKkSOHpF9vVf/bS6G5XOjViXtvhw8frvXr1ytVqlTq2bOn9eY5OXPmVMeOHZU7d24dP35cDRs2VIcOHeTj46NGjRqpRYsWeuedd5QqVSqlTp3anpuC//dyIDVixAht2bJFrVq1sv4+V65cCggIUIMGDRQZGal9+/apcuXK6tSpk27cuKEpU6Zo586devDggd566y1JIpCysdjYWN2/f19PnjyRs7Ozzpw5oxIlSljn1uvYsaPCwsK0d+9e7dixQ2fPntW7775rnYzewcFBX375pUaOHKmlS5cSSCUCxhgFBQUpKChIffv21fbt29WkSRN99NFH8vDwiPfYPn36qGbNmmrUqJHy5ctnXf7jjz8qNDRU6dOnt3X5f45BktGkSRNTpkwZ8+zZM2OMMa1btzZDhgwxERERpkiRIubrr7+2Pvb58+fW/8+ZM8e0bNnSLFiwwFy4cMHmdSO+S5cumU8++cQsXbrU5MuXzzg4OJgdO3b84eOrVKliHBwczPbt201wcLBp1aqVOXr0qA0rxstCQ0NNjRo1zMCBA63LAgICTO3atc0777zzu8dHRUUZY4w5efKk6dSpk0mVKpVZtWqVMcaY2NhY2xQNY4wxFovFlC5d2nh6elqXvfvuu6Zhw4Zm6dKl5u233zbTp0+3/u727dumV69e5uzZs8YYY0aOHGnKlCljwsLCbF47/reQkBBToUIFM3XqVGOMMUeOHDElSpQwo0ePNp6enqZw4cImMjLSGGPMxo0bTbFixcwPP/xgXT9uX/nw4UO71J+SxcbGmkmTJpkOHToYd3d3M2TIEBMZGWl+/PFHc+HCBePr62uqV69utm/fbu03ly5darJnz27Onz9vjDGmUaNGpnPnzvbcjBRp8uTJxtHR0fpzw4YNja+vr7lz54512ZUrV0zz5s3N6NGjrcvmzp1rfHx8zO3bt21aL/6coUOHGnd3d3P37l1jzIv+9WUPHjwwb7/9tunbt6+pUKGCKVeunClZsqT57LPPjDHGXLhwwdy7d8/mdcOY06dPm9q1a5urV6+aoKAg4+rqasaMGWMKFChgZsyYYX3cd999Z4x50bZeXl6mU6dOJjIy0ty5c8e0atXKHDt2zF6bgN+4e/euKVq0qNmwYYOJiYkxhQoVMl5eXtbz+m7dupnbt2/HO6945513TPPmzY0xxqxdu9YUKVLEnDt3zi71/xmEUklIaGioKV68uPH29jahoaHGGGPCw8NN7dq1TZs2bayPGzVqlLl161a8P8xp06bFO0CAfYSHhxtjjPH39zd58uQxS5cuNWvXrjUFCxY0+/bti/fYuJOnOXPmmE6dOhljjImOjjaPHj2yac34lcViMXXr1jV16tSxts/gwYNNYGCgOX/+vKlUqVK8YCoukIpz8OBBU7NmTetJFGwnODjYlCpVylSuXNn069fPPH361HTp0sVkyZLFrFixwhhjzDfffGNatGhhpk2bZl3vxo0b1nYMCwsz9+/ft0v9+O8sFospV66cWbx4sbl586YpUKCAWbx4sZk5c6aZNm2a2b17t9m6dauJjo62rrNgwQJToEABc+fOHbN7925TuHBhc+rUKTtuRcoU1ybfffedcXBwML169TLGGDNz5kxTunRpc+nSJXPy5EnzxRdfmCdPnsRbt3///qZPnz5m69atZsSIEdblBP6vzm/f2zlz5hgvLy+zfv166zJfX9/fBVOnTp0yGTNmND/88IM5d+6cKVasmPH397dZ3fjfnj9/bvz8/Ezt2rVNsWLFrIHUqlWrTMmSJc3FixeNMb/+DZw8edIYY8yiRYvM3bt3zfjx4+MF/bCfNm3aGA8PD5MvXz6zePFiY4wxe/bsMZcvX/6Pj4/7UqdRo0bm4cOH1gEQSDxmzJhhSpYsadzc3Mz48ePNsmXLTPv27U3RokXNxIkTTXh4uDlz5oz18WfOnDGNGjUye/fuNRMmTDBHjhyxY/X/G+Mpk5D06dPrxIkTunXrllq2bKmQkBB5e3srb968WrZsmSTJz89Pa9assU5+HhsbK+nFUL48efLYs/wUKyoqynqL8bRp0yogIEB169ZV9+7d1bZtW7311lv617/+pZUrVyokJMS6XurUqRUdHa1du3ZZh186OTkpW7ZsdtmOlC5uDqkyZcqoVatW6t+/v6pXr65Tp07J3d1do0eP1ogRI3T+/HnrpXzOzs6KiYmxPkflypW1YcOGRHOni5TCYrGoWrVq8vb21r59+3Tz5k3VqFFDDx480IYNGzR79mytWbNGHTt2VIsWLbRnzx5NmTJFkpQ/f37rXGHp0qWzTiiJxGXlypU6ceKEypQpozZt2sjV1VXLly9XZGSk5s6dq06dOilXrlxycnJSZGSkJOmdd95RzZo19f333ys4OFhr1qzhphE2FjepeUhIiL744gtVqlRJxhh98MEH1rt7ZcmSRV9//bXy58+vDBky6ObNm9b1PT09FRkZqfLly+uTTz6RxF32XqWX39sDBw7o4cOH6t69u/r166dPP/3UOnfixo0b5eDgoK5du1ov5StVqpSGDBmirVu36unTp9qwYYM8PT3ttSn4D+7fv2+9PK9///7KnTu3Vq5cqV69eilXrlx6++23denSJevfQOnSpSVJHTp00P379/Xtt9/Sh9pRRESExo4dq2vXrmnq1KnKli2bunTpIj8/P/Xo0cN6efOKFSs0c+ZM3bx5U9HR0ZKkjBkz6scff9Tjx48VEREhFxcXO28NJOnhw4fW/7/55ptyc3NTmTJlNGzYMHl7e2v//v1KmzatihcvrkaNGunQoUPWxxcrVkyZMmXSrVu3NGjQIOvNQhIrQqkkYMSIEZo9e7aWLFmiVKlS6fz58woKCtJrr72mggULWm+L3LlzZ50/f14nTpywngxzHbd9xcbGavXq1Ro9erSeP3+uS5cu6cMPP1SOHDl04cIFbdmyRZGRkWrVqpWOHDmi4ODgeOs7OTlp4MCBGjNmjCQxj42dhIaGysfHR40bN9bkyZPVs2dPrV+/Xvfu3dOXX36pN998U05OTnrrrbe0ePFiXbp0yRpMxd3WPE6WLFnstBUp0+PHj1WsWDHVrl1bU6dOtd7VKyoqSkuWLFHNmjXl4eGhUaNGacWKFWrfvr3at2+vffv2WU+wOMFN/N555x2NGzdOZcqUkZubmzZt2iQfHx8tWbJEgwcPVocOHVSvXj2dPXtWadKksYbFZcuWVXh4uBo3bqyyZcvadyNSmLjJj+PmkKpevbp2796t+vXrK2fOnHJwcFDBggWVPXt2bdmyRZcvX9a6des0a9YsHT58WNKLL+JatWql7NmzW493+Ly+Gi8HUkOGDFGbNm00a9Ys3bt3T+3atVP37t21aNEiLV68WJL0ww8//C6Yqlatml5//XV5enoyT00i5Orqqv79+6tPnz5auXKl+vbtq969e2vRokXauXOnihUrpjp16igqKkqPHz+2rhcbG6uLFy/Kz89PBQsWtOMWpGz79u3Tzz//LIvFovTp06t69erWfZ2np6d++eUXTZw4USEhIZoxY4aaN2+uli1bKjY2VlFRUcqUKZMOHDhgnVcT9hUZGakWLVros88+U2RkpC5fvqxy5cpp8+bNGjlypBo2bKjWrVurTZs26t69uwoXLqx3331XktS9e3edPXtWc+bMUa1ataxfriZmJBaJ3JMnT3T69GnNnTtXXbp00Zo1ayT9eqe9uInPu3TpojNnzujAgQNKlSqVoqOjk8QfYHLn6OgoFxcXbdq0Sc+fP9fBgwcVExOjCxcuKEeOHPr222/Vv39/ubq6ysnJSd98842eP3+u6OhoTZ06VZ9//rmKFStmvSMNB9v2sWDBAh09elTDhw+X9OIuXp6enqpevbqqVq2qSpUq6auvvtLYsWMlSQsXLtTly5fVpUsXSUzyaU+bN2+Wn5+fpk+fLklq06aNnjx5onr16mn//v366KOPFBgYqM8++0wTJkzQnj171KJFC127dk2TJ0/WzJkz7bwF+CPh4eEaN26c/Pz8tGzZMg0bNkw9evTQjRs39O2332rWrFnq2LGjWrZsqbNnz6p8+fKqWrWqzp8/b90/fvjhh+rYsSP7SztwdHRUeHi4KleurHr16mnKlClKmzatrl27pkGDBikyMlKdO3fWqlWrFBkZqZ49e6po0aJ68OCBli1bpv3790t68e2xxJc2r9rLk19///33+uyzzxQeHq558+bp0aNH6tixo7Jly6a1a9fq2bNnkl4EU6lSpVKPHj107do11a5dW++99x532UvE8ufPr6FDhypr1qxauXKllixZokaNGunKlSvat2+f+vbtq3v37undd99Vjx49dODAATk5OcnX11f9+vWzd/kp2saNG3Xx4kVFREQoffr0Kl26tObMmaPg4GDVrFlTNWrU0K1bt5QuXToFBARowYIFGjZsmBwdHZUqVSp7l4/fSJUqlerXr69nz57p5MmTGj9+vNq3b69ixYrp+PHjcnFxUc+ePbVt2zZ5eXkpXbp02r17t9q0aaOwsDCVKlVKmTNnTjJXSjnbuwD8d1mzZtX333+v58+fy9HRUU5OTqpVq5ZKlSqlI0eOqGTJknJ1dVXu3Lnl7+8vBwcH6+0/kTg0bdpUK1eu1IYNG5QvXz7du3dPkjRlyhRt27ZNK1asUJUqVZQlSxbNnj1bmzZt0sOHD5UxY0Y1aNAg3uVfsI9+/frp3LlzcnV11dmzZzVkyBC1bt1atWvX1uDBg/X++++rSpUqun//vm7evKlhw4ZZT4gPHDigqlWr2nsTUqxmzZrJz89PkjRjxgzr5Xv79+/XrFmzdOTIEe3YsUNr165V5syZNXLkSD1+/FglSpRQhw4d5OXlZectwB95+PChoqOj5eLioiJFiig0NFS1atVSjhw5dPToUfn6+qpr165q3ry5WrduLW9vbxUvXlylSpXSuXPn5O7uLunFfhb2ERQUpMDAQA0dOlSSdPfuXX3yySf68ccflTFjRh08eFC//PKLZs6cqcyZM6t06dLq2rWrGjdurGLFiqlatWrW5+JLm1dvw4YNmjhxoo4cOSIvLy9lzpxZW7du1apVq3Tjxg0dO3ZMP/30U7y7O1ksFu3atUuStGrVKi4LSsTiRi9u2bJFP//8s5YsWaK6devq8uXL8vb2Vp8+ffThhx/qzJkz8vX11dKlS3Xw4EGVKVNG6dOnJ2y0o5EjR2rTpk1q166dPv30U5UsWVJbtmzRhg0bFBwcrA0bNsjHx0fGGG3atEmSrMdGL4+CpB9NPBwdHVW9enX5+flp5MiRqlWrlk6dOqVs2bKpSpUqevLkiWrXrq327dtr3LhxmjZtmv71r3+pZcuWmj17tqSkdTk7yUUiFBMTIycnJ0VERFhvG586dWqFhYWpZs2acnd314IFCyRJ5cqV05o1a+Th4WH9oyOQSjziAsKiRYtq48aNevPNNxUQEKCTJ0/KxcVF5cuXV8OGDRUQEKAlS5ZoxYoV6tatmzJmzKimTZsqJibG+jcA+4j7PM6dO1fdu3dXxYoV9dNPP6lHjx4qVKiQ+vbtqxo1aujTTz9V2rRp5e3trUGDBum7777TgwcPVLhwYXtvQooU99mL+/YvOjpaBQsWlI+Pj8aOHauBAweqV69eypIliwYMGKCIiAj99NNPqlOnjry8vKyXoCBxMsaoQIEC1kubnz17poCAAK1fv14eHh6qVKmSFi5cqFq1aqlnz54qXry4WrRoodOnT2vkyJFav369PvzwQztvRcoUd+IrvZjzYv/+/bp69aomTpyoY8eO6datW6pTp442btyoYsWKqUKFCjpw4ICKFy8uT09Pff7556pTp466d+9u5y1JeXx8fFS/fn0tWLBAmTNnVoMGDeTk5KRFixbp6NGj2rVrV7zLt+rUqaM8efIoNjZWd+/eZTRGIufo6Kjt27erXbt2+vrrr62BVJ06ddSvXz+1atVKGzdulKurq7p27So/Pz/FxsYSNNpZeHi43N3dtWfPHrm6uqpLly4aO3asVq5cqZo1a+rp06eaP3++HBwcNHjwYDk4OGjLli3KlSuX6tWrl2RCi+TOGKNTp04pKipK5cuXlyTVqlVLffr00TvvvKMTJ04oa9as2r17tyTp8OHDCgsLU/bs2fXo0SPt2rVLzZs3twZSL+9rk4KkU2kK4uTkpPPnz+tf//qX9u3bJ+nFH+qIESP0+uuva/ny5ZKkjh076uLFi3rw4IEePXokLy8vPXnyxJ6l4//FjW6Km0DQy8tL27dvl7+/v+rWravjx49rwYIF+vHHHxUdHa1ixYopa9asqlSpkrp06aJWrVopVapUfOtkR79tQ0maO3eu6tevr9KlS6tKlSpauHChvL295e3trTx58qhXr15asWKFihQpIovFohUrViSZYbPJjbOzs86fP6/WrVtr7969cnZ2VoMGDdS6dWtdvnxZ//73v1WpUiW1bNlSadKkUYsWLdSmTRvlzp3bGki9PBcYEpeXD6IXL16sPn36aN26dfLz81POnDmtc6FERkYqIiJCPXr00CeffGK9yUDDhg3tVXqKFRkZGe8gOSAgQOHh4apSpYratWunWrVq6erVq4qMjFSDBg2sN5JYv369QkNDNW/ePFWtWlWpUqXSihUrJPEZtYW4feGzZ8+UIUMGLV++XHfu3NHYsWMVFBSkN998U0OHDtXBgwfjfQnj4+OjLFmyWOc9zZUrl13qR3wvX+b69OnT3/3+559/Vu7cueXu7q5Tp07Jx8dH3bp108CBAzV//nxNmjRJbdq00cGDB5U2bVoCKTt5/vy5goKCJL24CUuHDh3k6uqqVatWadmyZYqOjtasWbOUN29e69yK33//vR48eKDWrVsrODhYZ86c4bLnROTevXvq2bOndu7cKenX/VuWLFm0du1atWnTRqGhoTp48KC8vb31xhtvqHHjxtZR4nFfoMetm5QCKUmSPW75h9978uSJ2b59uzHGmLNnz5oiRYqYGjVqmBYtWlhv4RgaGmp9fKdOnUz58uWtt+x8/Pix8fT0NEFBQbYvHv9RYGCgadKkiTlw4IAJCwszX375pbFYLGbs2LGmatWqpk+fPubOnTvm6NGjJiAgwPj4+Jh33nnH3mXjJXFtuHfv3njL+/btaypXrmxiYmLMJ598YqpUqWLy5MljVq9ebadKYcx/70cPHTpkjDEmKirKbNq0yXTu3NkMGTLEGGPMrl27TM6cOU379u2tzxUTE2P7DcCfEhgYaMLCwqw/nzx50pw/f95cvXrVXLt2zbz11lvW382cOdMULFjQjBs3zrrst7e0x6v3/fffmwEDBlh/Hj58uGnevHm8244/ePDArFmzxixdutTUqlXL/Pjjj9bf3b171+TLl8/06tXLuozPqO3E7Qt3795tjDEmODjYNG3a1HTq1Ok/3mK+Tp06pnnz5tafaavE4eW+b8iQIaZatWrm5s2bv3vckCFDTPny5U2mTJnMnDlzjMViMVFRUdb1T58+bR4+fGizuhFfbGysefvtt03Hjh3N9evXjTEv9oNPnjwxPXv2NAcOHDCdOnUyhQoVMjVq1DBfffWVefLkiSlSpIg5fvy4CQwMNCVKlDBnz56185bgt3r06GF69uxpjHlxvBpn6tSp5uTJk6Z79+7Gzc3NTJgwwRhjzBdffGHmz59v2rVrZyZNmmSMSbr9LaFUIhAREWEGDBhghg8fbm7dumWKFy9uFi5caO7cuWP69+9v2rZta3755Rfr49u2bWtKly5tnj9/bowxJjw83BhjTHR0tF3qxwt/dELcvHlzc/r0aevj3n//fePg4GCOHz9uTp06ZdKnT29mzZplqlatatatW2eM4aTJXv5MOGyMMRaLxbRr1856gjRp0iSzefNmY8yLtqP9bO/P9KP+/v7GmF+DqXfeeceMGjXKvPXWW+a9996zPldS3aGnBBaLxfj6+pp58+b9x99HRESYmjVrmrlz51qXffXVV6ZIkSJmz549fDbtJDAw0OTKlcts377dfPrppyZ16tRm/PjxxpgXn7e445fLly+bGTNmmE8++cQMHjzYLF261ISGhppWrVqZDh06WJ+Pz+ir9d/2hQcOHDDGvAimmjVrZt555x1z7tw567oEUonfsGHDTNGiRU3t2rXNW2+9Ze7evWuMid9WgwYNsp7kvvXWW6ZixYpm1KhR8YJk2M9PP/1kGjRoYEaOHGltR2NehPvGGPPdd9+ZNm3amFmzZpkGDRqYe/fumXPnzplHjx4ZY4y5ffu23WpHfMHBwWbVqlXGGGM++eQT4+vra4wxZsaMGWbw4MHxHturVy/TrFkzY4wx+/btM506dTIHDhwwO3futH6OkypCqURi9+7dJl26dCZXrlxm2bJl1uXHjx83/fr1M++99545deqUuXXrlmnZsqWJjIw0xsRPUWE//+2E+IMPPoh3QnzmzBmzbt068/DhQ1O7dm2zYMECc//+fdO2bVtz9epV+25ICvZnQo1jx44ZY14ETzt27DBNmjQxmzZtsj4HJ7z29Wf60ZMnTxpjfg2mmjVrZvLkyWN9LCdQiU9YWJg5e/asNbjo27evNUSMiooybdu2NQ8ePDDR0dEmKirKjB492gwcODDec8yYMcNcunTJ5rXDGH9/fxMREWHmz59vChUqZDw8PMwPP/xgihcvbr777jtjzK995927d82RI0fMjRs3zEcffWSaNGliypUrxyhGG/oz+8K4L2nigqnu3bubq1evGm9vb9OyZUvrc9FWic/kyZONo6Oj9eeGDRsaX1/f3wVTkZGRZs2aNWbt2rUmLCzMLFu2zCxdutSEhITYpW78Ku4c8Pz58yZv3rymaNGi5sKFC/Eec+3aNfPGG2+Y77//3owbN840adLEnDp1yh7l4r+wWCymbNmy1i/aNm/ebOrWrWuMMWbkyJGma9euxphf95EXLlww9+/fN8YYU7t2bTNixAg7VP1qEErZ0W8DpdGjR5v+/fubkJAQ8+2335qjR4+ax48fm8WLF5sPPvjAfPDBB/FSUAKpxOWvnBAHBwebDz74wLRv394EBwcbY4x5+vSpXerGr/5sOGzMi89fu3bt4l0qBNtLSD8a961+dHS0Wb9+vXn//ffN48ePCRUTqc6dO5sSJUqYwMBAY4wxffr0Me3atTPR0dGmYsWKpk2bNvEef+rUKZMhQwbrSA/Yz8yZM02ePHnMgwcPTGBgoKlevbr1G+GtW7eanDlzmi1btsRbJ24UuDEvRqGOHj3a+jMhh238mX3h8ePHjTG/BlNubm7Gx8fH+ljaKnH47X5tzpw5xsvLy6xfv966zNfXN14wZcyLKUP8/Pys/WtsbCxXZCQCLx/z9OzZ09SoUcP4+PiYkSNHxrscLyoqynz44Yfm8OHD5t69e2bAgAGmSZMmJjIykmOdRCIkJMRUqFDBODg4mIiICGOMMbNnzzZly5Y1UVFR5pNPPrGOijp37ly8KzaaNGliqlevbv05ObRpEpsBK/mIjo5Wt27d9Omnn1qX5ciRQwcPHtTu3bv1zTffaPXq1dq3b58eP36sOnXq6NmzZ5o+fbpu3LghibvsJQYvT4Jdu3ZtDRo0SO3bt5evr68WL16sX375RQULFlT58uWVPn16LVy4UBcvXlSGDBlUp04dtWnTRpkyZZIkZc6c2V6bkaL91Tb8+uuvde7cOTk7O2vAgAE6dOiQVq1aZcctSLkS0o+Gh4fru+++0/Xr1+Xk5KTGjRtr4sSJypo1K3egSaTmzZunPHnyqE+fPgoICNC0adM0duxYVa1aVR4eHlq2bJn1sbGxsSpVqpQ8PT11+vRpRURE2LHylG3VqlUaO3as9uzZoxw5cqho0aLq2rWrxowZox9++EEVK1bUokWLNHv2bF24cMG6XqpUqayT7w4ePFgff/yxpCQ6cWsS8lf3hd98843Onj2rTJkyacmSJSpZsqQ8PT0l0VaJhXnpdvAHDhzQw4cP1b17d/Xr10+ffvqpFi1aJEnauHGjHBwc9O677+ru3buSpPTp06tt27Y6cOCATp8+LQcHBzk5OdlrU/Abbdu21fXr1/Xzzz9r5syZ2r9/vxYtWmTtS52dneXj46PcuXMrV65c6t27t7766iulTp2aY51E4NmzZ6pbt66aNGmiCRMmqGDBgrp8+bJ69Oih7du3y9nZOd7NroYPH67Jkydbf27YsKH1JhKxsbHJok3ZY9hJcHCw3N3dtX//fi1ZskRdunRRqlSplC5dOjk4OGjjxo0aPHiwtm3bJovForfeekvNmzfX7t27dfLkSXuXDyX8hHjRokV68OCB3nrrLTVu3FiSuPuFnSS0DZcuXaqbN2+qbNmymj9/vqpVq2bHrUi5EtKPNm3aVLt379apU6ckvbjbaYYMGey8Jfgjz58/V6pUqbRlyxbFxsbqww8/VEBAgN59911lz55d33zzjaQXfWh4eLiOHz+u0NBQTZ48Wb1791batGntvAUp0+zZs9WtWzd5eXkpPDxc69atU9OmTXXr1i1ZLBZ9+OGH6tatmw4fPiwvLy+dO3dOkhQWFqa7d+8qKioq3vMZYwg5XqGE7guXLVumoKAgpU+fXsuXL1ffvn0libZKBF4OpIYMGaI2bdpo1qxZunfvntq1a6fu3btr0aJF1rvN/vDDD3JwcFDXrl2twVStWrX08ccfy9XV1W7bgV/t3LlTjRo1Utu2bRUWFqaNGzdKkooWLarJkyfL399fX331lQIDAyVJDRo0UMGCBSVJhQoV4g6YicTTp09VpkwZXb9+XR07dtSQIUPUqVMn1ahRQ9euXVPXrl21fft2xcTEWD97efPmtYb+ktSjRw8VKFBAUvLpb5PHViRB2bNn14ABA9SqVSsNHjxYGzZsUI8ePTRx4kQVL15cadOmVbZs2fTo0SPrH2SZMmX07NkznT9/3s7VQ/p7J8RHjx6N91zJIeFOihLahrt27dKJEyesI23y5ctn701JkehHk7fIyEjt3r1b27dv17179/Tjjz8qPDxc5cqVU2BgoMqVK6eAgABJL/rQ8+fPa+zYsRo/frwqVKig1KlT23kLUqZz585p+vTpmjFjhgoWLKhffvlF3t7eunz5sjZv3qyaNWuqb9++evfdd7V8+XJ98cUX6t27tz799FO1bNlSvXv31tmzZ+M9J/vIV+vvHM+cOXNG0ouRNfnz57fzliBO3GdmxIgR+v777/XZZ58pPDxc8+bN06NHj9SxY0dly5ZNa9eu1bNnzyS9CKZSpUqlnj176urVq0qfPr3at2+vbNmy2XNTIGnPnj2aNGmSsmXLpoIFC+rbb7/VwYMH1bp1a+3cuVMFChTQ7NmzdezYMX399dfWfSMSn0uXLql9+/bq16+fBg4cqEOHDmnSpEnq3Lmz3N3d5eTkpHr16unEiRPWq2muXbumrFmz2rnyV4vrv2zo/v372rVrl9q0aSNJSps2raZOnao0adKoTJkyWrNmjVq2bCnpxbfDjx8/1tWrV1W+fHkZY7Rw4UKFhYWpadOm9twM/L+4E+JVq1Zp8ODBioiI0MKFC+Xp6ans2bMrbdq0Sps2rR49eqTy5ctLenFCHBYWpvPnz1tHScF+/k4bBgYGqnHjxsnmG4qkgn405bh69aqGDBmiU6dOqVevXpoxY4aMMWrbtq3Gjh2r0aNHa86cOercubPKlSunsmXLKjw83HqCBfvIly+ffv75Z+XIkUO3b9/W+vXrlS1bNnl6eurbb7+VJJ04cUJly5bV3r17NXv2bC1YsECxsbGqV6+esmbNqnLlytl5K1KWhO4L4wJ+jmcSpw0bNmjixIk6cuSIvLy8lDlzZm3dulWrVq3SjRs3dOzYMf30009Knz69dR2LxaJdu3ZJklauXKlUqVLZq3z8v02bNmnu3Lnq3bu3XnvtNX355Ze6fv268uTJo9y5c2vMmDGqX7++Ro0apc8++0wjRozQkiVLNG7cOHuXjv+gfPny1n500KBBmjJlij788EP99NNPKl68uA4dOqSQkBDNnz9fGTNmlCTduXMn2Y/q52zKRiwWi2rWrGkdUilJQUFBKlOmjI4cOaJ27dpp7ty51uu7d+/erbt37ypv3rxKmzatHBwc1KBBA+3YsUPu7u522grcv39fy5cvt/788glxpUqVtGbNGlWsWFFFihTR8+fPdffuXU6IE5l/qg2bNWtmv41IoehHUxYPDw+tW7dOwcHB8vPzU5UqVXT58mU9ffpULi4u6tGjh0JCQrRkyRKdO3dOK1as0KlTp9StWzd7l54ixcTESJKyZMmiHDlySJJat26tc+fOacOGDVq2bJkWL16s2bNnq23btnr48KFy5cql+vXrK2vWrOrZs6f69++vzp07S+Ky9leN45nkz8fHR/Xr19eCBQt06dIlNWjQQL6+vjpw4IDWrl2rXbt2WS/vkqQ6deooV65cio2N1ezZswmkEoHw8HCtXLlS3bp1U5MmTVS2bFllz55dH3/8sQoVKqTp06fru+++U9u2bRUbGytPT0+VK1dO8+fPV0hIiL3Lxx+IjY2VJH322WcqWLCgfH19lT9/fp08eVIdOnSQh4eHtf0uX74sZ2dna5CVXBFK2YDFYlHVqlVVt25dderUSb169dL9+/dVoEABzZ8/Xzlz5pSPj49atWql1atXq0qVKpo6darKli2rqVOnWk+evLy84u08YFucECd9tGHSRT+a/MWFGpGRkZJeHLQVKlRIGTNm1AcffKCSJUtq//79ypkzp6ZNm6YKFSqoQ4cOunPnjtq2bavevXtr8+bNKlGihD03I8WKmwR5yZIlOnDggKQXwVLGjBlVo0YN+fv7q1u3bho/frz8/f3l4OCg/fv369KlSypatOjvbvbBJXuvDvvC5CuuH3327JkyZMig5cuX686dOxo7dqyCgoL05ptvaujQoTp48KAKFy5sXc/Hx0dZsmSxTp7M/EP28/K+MF26dJo9e7ZKly6tAQMGqG3btsqYMaPWr1+vMWPG6PTp0woLC5O7u7scHR117949PXnyRMOHD7de+oXEwRhj/bLl5ass9uzZozRp0shisUiSJk2apHbt2ql8+fK6ceOGXFxclDlz5uTfnra/4V/KYrFYTOnSpU3fvn2NMcbs3LnTODg4GH9/f2OMiXd71Tt37phPP/3UeHp6mo0bNxpjksctHpODkJAQU7JkSfP++++bK1eumJ49e5p79+6Z6OhoaxvdunXLzJ071/j6+prKlSubhg0bGmOMuXbtmj1Lx/+jDZMu+tGUIzAw0DRp0sTs3bvXGPPitvK1atUyb7/9tvUx06ZNM6VLlzbPnz83xhhz+vRps2zZMnPx4kW71JzSXb161fr/jz/+2GTNmtXUq1fPHDx40BhjzLNnz4wxxnzzzTemSJEiJm3atOa7774zq1evNt26dTN9+vSxfrbx6rEvTP7i+tHdu3cbY4wJDg42TZs2NZ06dTKXL1/+3ePr1Kljmjdvbv05JibGVqXiD/x2X2ixWMyKFSvMuHHjzLx580zlypVNxowZTevWrU2WLFnMwoULjcViMTExMebZs2cmMjLSzlsAY4y5ceOGOXTo0O+W37x50zx69Mjcvn3bzJ492xhjTPPmzU3NmjWtjxk4cKApXLiwCQ4ONo8ePbJZzfZCKPUKhYSEmNKlS5scOXKYpUuXWpc3aNDATJgwwfrzhQsXrAfTU6dONTVr1jTXr1+3eb34zzghTvpow6SLfjR5e/Lkidm+fbsxxpizZ8+aIkWKmBo1apgWLVqYI0eOmOfPn5tVq1bFWyc6Otq88cYb5ueff7ZHyXjJjh07TOvWrY0xxnz00UemUqVKZs+ePWbMmDGmdevW5ujRo8aYF8FVlSpVzP37901oaKhxcHAwefPmNQcOHIj3fPS1rxb7wuTpv/WjcZ+x4OBg06xZM/POO++Yc+fOWdclkEoc/kwbvmz//v2mZcuWJiYmxuzbt88cPnzY1iXjf4iOjjYfffSRyZs3r2nQoIHx9fU1//rXv0ynTp1MoUKFTKdOncyzZ8+s/W5kZKTx9vY248ePtz7Ht99+a+7evWuvTbApLt97RSwWi6pUqaLKlStrxIgR2rBhg2bMmCFJev3117V+/XpJLyZyLV68uHbs2KEnT57o66+/VtOmTa23eYR9WSwWVatWTbdv31blypUlvbjmvn79+tq+fbukF5csXLx4UZcuXVKePHmUJk0aZciQQaVLl5bEJQj2RhsmXfSjyVtkZKT+/e9/a8+ePbp9+7befvttjRw5UitXrlTBggX15Zdf6uLFi2rVqpWkF7etl6SoqCiFhoYyoXkikC1bNu3bt0/NmzfXjh07tHHjRtWqVUu+vr7KnTu3Zs2apTNnzsjNzU2bNm1Szpw5FRwcLA8PD02dOlVVqlSxPpd56Rb2+OexL0ye/lc/On36dB09elSZMmXSN998o8ePH2vq1KkKCgpSnTp1lDVrVq1du1bSi0umuXmL7f2ZNjx+/Lj18bGxsYqKitKpU6cUHh6uatWqqWLFinbcAvxWTEyMnJyc9MEHH+jQoUN6++23VbBgQeXLl0/p0qVT/fr19e6778rFxUVOTk6KjY1V6tSp1bJlS128eNH6PB06dFDu3LntuCU2ZO9ULDm6e/euKVasmOnXr58x5sU3/WPGjDHNmjUzixcvNocOHTKLFi0yFy5cMG5ubmbcuHHGGGMiIiLM+fPn+SYqkQgJCTElSpQw3bp1M19++aX517/+ZaZPn26MMaZPnz6mUqVKxhhjrly5Ypydnc2sWbPM48ePTZkyZcznn39uz9Lx/2jDpIt+NGXYvXu3SZcuncmVK5dZtmyZdfnx48dN3759zXvvvWdOnz5tjHkxSiMmJsYEBASYMmXKcClRIjFr1izj4eFhbt68aR4/fmyePn1qjDFm/fr1ZsCAAaZPnz4mMDDQGGPMw4cPTb9+/UzHjh2tl/Xh1WNfmLz9t360X79+5r333jPHjx83xvw6YsrNzc34+PhYH8sIKfv6M20Yty80xpjQ0FBTpUoVY7FY7FEu/ouoqCgzaNAg66WXxsT/fDVu3Nj07dvX3Llz53e/O3HihMmRI8d/vOQvuXMwhtub/NN69uwpJycnTZ06VXfv3pWrq6vCw8M1ZcoU+fv7q1mzZvL29pa3t7f8/Pw0evRoe5eM37h37568vb1Vr149TZkyRRaLRZ9//rlOnjypli1b6vXXX1dgYKCqVq2qevXq6b333tPw4cMVGRmpa9eu6fXXX+cbRTujDZM2+tHkKzo6Ws7Oztafx4wZI4vFoo8//ljr169XsWLFVKRIEW3atEn+/v6SXvw9vPHGG5JeTAI6efJkXbhwQVmzZrXLNqRku3bt0unTp9WvXz9J0oEDBzR+/Hi9//77+u677xQUFKR58+bp6NGjcnFx0Y8//qisWbOqR48eyps3r3bv3q3Y2Fg1atTIzluSMrAvTJ4S0o927dpVJUqU0LNnz9SmTRsVK1ZMn376KSOk7CQhbdijRw8VLVpUx48fV/fu3bV06VJuNpAItWrVShaLRdu2bbOOmoqOjlbx4sUVGRmp8uXLq0GDBmrbtq0yZMgg6cUIuOjoaE2ZMkUdOnRQ3rx57bwVtkUP9ApMnz5dM2bM0JgxY1SiRAm1bNlSkydPVufOnVW9enUtXbpUZcuWVceOHa0nUnG3hkTi8NFHH6lOnTr6/PPPdevWLWXMmFFDhgxRxYoVtX79el28eFF169aVr6+vunTpouHDh0uS0qRJozfeeIMDuESANkza6EeTp+joaHXr1k2ffvqpdVmOHDl08OBB7d69W998841Wr16tffv26fHjx6pTp47Cw8P17bff6vr164qMjJTFYtHs2bMJpOwgMjJSx44d06pVq7R+/XrduHFDgYGBevr0qTZv3qypU6dq1KhROnv2rL744gs1b95c7du316VLl7RhwwalSZNGPj4+1kCK70VfPfaFyU9C+9Fly5YpKChI6dOn1/Lly9W3b19JIpCyg4S24eLFi3Xr1i2VKFFCkyZNUv78+e24FfituOPQ3r17KzIyUiEhIXJyclJMTIxKlCihEiVK6Nq1a/Lx8dHChQutYWNcMJw6dWr169cvxQVSEqHUKxGXenft2lWzZ89W0aJFtWDBAj148EA+Pj46ePCg8uTJo9dff93OleKPcEKc9NGGSRv9aPIUHBwsd3d37d+/X0uWLFGXLl2UKlUqpUuXTg4ODtq4caMGDx6sbdu2yWKx6K233lLTpk21e/dunTp1SmnSpNGoUaOs80zBttKkSaO2bduqf//+mjx5sgoWLKjY2Fh9/vnnevPNN5U9e3bVr19f6dOnV8WKFeXs7KyaNWsqQ4YMOnjwoKKjo5UqVSrr8xF4vHrsC5Ofv9OPnjlzRpKUPn16Ag07Smgb7tq1S8ePH1fq1KlVs2ZNpU2b1t6bgpfEBbzu7u46duyYbt++LUny8fGRk5OT1q1bJ0nq1auXqlatqm7duunRo0dydHS09rtp0qSxT/F2Rij1CsR98+fm5qa2bdtq/PjxCgoKUo4cOdSqVSu9//77evfdd7VmzRrNmTNHEt9SJDacECd9tGHSRj+aPGXPnl0DBgxQq1atNHjwYG3YsEE9evTQxIkTVbx4caVNm1bZsmXTo0eP5OrqKkkqU6aMnj17psDAQEkp94DNns6ePWv9v6urqzJkyCB/f38VK1ZMefLkUaVKlVSvXj3rY1asWGEdybZv3z4dP35cBQoUiHepCmyDfWHy83f60fPnz9u5ekgJb8OwsDDrvtDJycmem4A/EB0drbx586ps2bI6d+6cXF1ddf/+fV25ckUHDhywPm7y5MnKnDmzRo4cKYljWI4OXoGXv/mLG4537do11a5dW507d9aYMWMUEhKikJAQLVu2TMYY9ezZ044V47fM/98FyM3NLd5J8e3bt+Xt7a33339fOXLk0Jo1a/TkyRP16NEjxXcmiQ1tmLTRjyYf9+/f165du9SmTRtJUtq0aTV16lSlSZNGZcqU0Zo1a9SyZUtJ0vPnz/X48WNdvXpV5cuXlzFGCxcuVFhYmJo1a2bHrUi5vvrqK40dO1ZnzpxRxowZFRERoc8++0y9e/dWxYoVNWPGDN28eVM9evTQw4cPZYxRmjRpVKRIEUlSqlSp5Ofnp0GDBkniLnu2xr4wefin+tGmTZvaczNSNPaFyVPcnFGRkZFKkyaN9YsAFxcXbd++XbVr19Z3332niRMnWu+qmCVLFgUHB6tUqVLKnj0787qJUOqVc3R01Pnz51WxYkUNGzZMQ4cOlSRlypRJvXv3VmxsrHx9fe1cJX6LE+KkjzZMPuhHky6LxaKaNWtaD8IlKSgoSGXKlNHEiRO1detWzZ07VxaLRZ07d9bu3buVO3du5c2bV2nTppWDg4MaNGggPz8/FSxY0I5bkjItXLhQo0aN0rJly3Ts2DFlyJBBXl5eWrp0qXLlyqUHDx7owYMH2rRpk54+fapt27Zp2rRpat68uerWrStJqlSpkipVqiSJW87bA/vCpI9+NOmjDZMvJycnnT9/XoMHD9agQYNUvXp1xcbG6tGjR/L19VWfPn0kSXXr1tWWLVv0/PlzOTs76+7du3r69KmGDh3KflGSbH27v5Ro8+bNZsKECdafY2JirLd/5BasSUNgYKDJlClTvHY0xphHjx6ZMWPGcGvyJIA2TNroR5OekJAQU7JkSfP++++bK1eumJ49e5p79+6Z6OhoExsba4wx5tatW2bu3LnG19fXVK5c2TRs2NAYY/g8JgKLFy82uXPnNqdOnTIhISEmb968ZsmSJcYYY6Kjo62Pu3v3rpk1a5YpVqyYadOmTbznePlxSBzYFyYt9KNJH22Y/Dx58sRs377dGGPM2bNnTZEiRUyNGjVMixYtzKFDh4wxxly+fNkEBwfHW69cuXLm22+/tf4cGhpqu6ITOUIpG+PkKWnihDjpow2TD9or8bNYLKZ06dKmb9++xhhjdu7caRwcHIy/v78xJn5YcefOHfPpp58aT09Ps3HjRmOMsR6owz6WLFliHB0dzYABA6zLevToYRo1amQiIiKsy+7fv2+MMebmzZumZs2a5rvvvrN5rfhr2BcmHfSjSR9tmPxERESYAQMGmOHDh5tbt26Z4sWLm4ULF5o7d+6Y/v37m7Zt25pjx479x3XLlStnvvrqKxtXnDQwVszGGJ6XNDVs2NB6yVDc8Pe4tqRNkwbaMPmgvRI3i8WiatWq6fbt26pcubIkqU6dOqpfv762b98u6cVw94sXL+rSpUvKkyeP0qRJowwZMqh06dKSuCubPS1cuFD9+/dXhw4d9PTpU02fPl3GGHl7e+vChQvWieY//PBD6/wn06dPV1BQkNq2bWvP0vEnsC9MGuhHkz7aMHlKkyaN3nrrLX355ZcqV66cRo0apc6dOytPnjzq2LGjcubMqdmzZ1vvdCn9evOeDBkyyM3NzU6VJ27sfYC/iIO2pI82BF4Ni8WiKlWqqHLlyhoxYoQ2bNigGTNmSJJef/11rV+/XpJ09epVFS9eXDt27NCTJ0/09ddfq2nTpipQoIAdq8eCBQs0YsQI7dq1S4sWLVL+/Pm1Z88eLV68WDVr1lSePHl0//59TZgwQatXr9ZXX30lSapVq5Y2b94sBwcHxcTE2Hkr8GexL0yc6EeTPtow+YmOjrb+v3bt2ho0aJDat28vX19fLV68WL/88osKFiyoChUqKH369FqwYIH1bpcODg46ceKEHj9+bL2bIuJjonMAAPC33bt3T97e3qpXr56mTJkii8Wip0+faufOncqSJYvat28vLy8vXbx4UfXq1dPHH3+snj17KjIyUitXruSW9Ha2efNmvffeezp27JhKliwpSRo4cKBmzJihtWvXKjQ0VHv37tXcuXM1e/Zs7dmzR4ULF5b0YvRNHG5TDiQc/WjSRxsmP9HR0erWrZs8PDw0ePBgSVKOHDm0fft27d69W998843Kly+vatWq6fHjx6pTp442bdqkxYsXq2fPnnJ1dVXx4sX1ww8/qFChQnbemsTJwcSNJwMAAEignj17ysnJSVOnTtXdu3fl6uqq8PBwTZkyRf7+/mrWrJm8vb3l7e0tPz8/jR492t4l4yXPnz/XvXv3ZLFY1LNnT7355psqXbq0atWqpRkzZujixYuyWCw6evSoDh48KFdXV+utsAH8M+hHkz7aMPl59OiR5s6dq8OHD+vtt9/Wzp07ValSJa1cuVL9+/fXm2++qbCwMI0ePVp58+bViBEjtGXLFo0dO1bDhg1T48aN7b0JiR6hFAAA+Nuio6Pl7OyskSNHasaMGfLx8VHZsmXVtWtXrVixQtu3b9fRo0fVr18/jRw5UtKvc9rAvowx1rlL9u3bp507d+rHH3/UiRMn1LdvX40bN0716tXTgQMHNGTIEI0aNUoS7Qf80+hHkz7aMHmKiIjQqlWrNGTIEEVEROjx48c6cuSIsmfPriJFikiS2rZtq/r166tz5866ffu2GjVqpA4dOmjgwIF2rj7x468fAAD8bc7OL2YE6Nq1q2bPnq2iRYtqwYIFevDggXx8fHTw4EHlyZOHSxMSoZcn061evbrGjBmjrVu36urVqxo4cKC+/vprBQQEqGvXrrp48aJmz54t6cWcRHy3Cfxz6EeTPtowebh//76WL19u/Tlt2rSaOnWq0qRJo0qVKmnNmjWqWLGiihQpoufPn+vu3bu6evWqypcvL2OMFi5cqLCwMDVt2tSOW5F0MFIKAAD8bS+PtnnZ7du35e3trbfffls5cuTQgQMHVKdOHfXo0cMOVeLPePlb+0mTJmnGjBn65ZdflDt3bn388cc6deqUvLy8NHz4cDtXCiQv9KNJH22Y9FksFlWoUEFt2rTRRx99JEkKCgrSv//9b02cOFFbt27V4sWL1a5dO3Xu3Fnbtm2z7h8/++wzubu7y9/fXzly5FDBggXtuzFJBBOdAwCAv+3lg/C4UOPatWuqXbu2OnfurDFjxigkJEQhISFatmyZjDHq2bOnHSvGH4kLpEaNGqVly5bpp59+Uu7cuSVJ/fr104gRI6yjAQD8c+hHkz7aMGmzWCyqWrWq6tatq06dOqlXr1766KOPVKBAAc2fP18ODg7y8fFReHi4Vq9erblz5ypr1qzavHmzpk6dqtdee02S5OXlZectSVo4ogAAAP8oR0dHnT9/XhUrVtSwYcM0dOhQSVKmTJnUu3dvxcbGytfX185V4r8JCAjQsmXLtGXLFhUuXFgxMTFycHBQlixZ9Omnnyp9+vSS/nhUAIC/h3406aMNk5bQ0FBVr15dderU0dSpU7Vr1y7NmTNHXbt2Va5cuaw398iXL5+aNGmi4OBgLV++XO+//74kqUCBAnbegqSLy/cAAMA/bsuWLTp58qT1IDw2NlbSi4N0JnVNGsLCwuTi4vKHd9kjkAJeLfrRpI82TBosFouqV6+u27dva9q0aWrbtq0kqWHDhqpVq5a1/S5evCgHBwe5u7tr2rRpWrNmjZYsWUIg9TcRSgEAgFeKA28A+HvoR5M+2jBxslgsqlKliqpVq6ZixYrp0KFDql69unr37q2+ffvqyJEjOnTokK5evao33nhD06ZNU5s2beTt7a2OHTtqwIAB9t6EJI/L9wAAwCvFQTgA/D30o0kfbZj43Lt3T97e3qpXr56mTJkii8Wip0+faufOncqSJYvat28vLy8vXbx4UfXq1dPHH3+snj17KjIyUitXruQuiv8QRkoBAAAAAIAUpWfPnnJyctLUqVN19+5dubq6Kjw8XFOmTJG/v7+aNWsmb29veXt7y8/PT6NHj7Z3yckSoRQAAAAAAEhRoqOj5ezsrJEjR2rGjBny8fFR2bJl1bVrV61YsULbt2/X0aNH1a9fP40cOVISl2G+CrybAAAAAAAgRXF2fjGbUdeuXTV79mwVLVpUCxYs0IMHD+Tj46ODBw8qT548XKb3ijFSCgAAAAAApCh/dBfZ27dvy9vbW2+//bZy5MihAwcOqE6dOurRo4cdqkz+mOgcAAAAAACkKC8HUnGX5V27dk21a9dW586dNWbMGIWEhCgkJETLli2TMUY9e/a0Y8XJE6EUAAAAAABIsRwdHXX+/HlVrFhRw4YN09ChQyVJmTJlUu/evRUbGytfX187V5k8cfkeAAAAAABI0bZs2aKTJ09aA6nY2FhJLwIrJjh/dQilAAAAAAAA/h8hlO0QSgEAAAAAAMDmiP4AAAAAAABgc4RSAAAAAAAAsDlCKQAAAAAAANgcoRQAAAAAAABsjlAKAAAAAAAANkcoBQAAAAAAAJsjlAIAAAAAAIDNEUoBAAAAAADA5gilAAAAAAAAYHOEUgAAAAAAALA5QikAAAAAAADYHKEUAAAAAAAAbO7/AK9K2yx89+WUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Setting X and y\n",
    "y = data[\"诊断结果\"]\n",
    "X = data.drop([\"诊断结果\", \"ID\"], axis=1)\n",
    "\n",
    "# Selecting the first 10 features\n",
    "selected_features = X.columns[:10]\n",
    "\n",
    "# Standardizing X\n",
    "scaler = StandardScaler()\n",
    "X_standardized = scaler.fit_transform(X)\n",
    "\n",
    "# Extracting the standardized values of the selected features\n",
    "X_selected_standardized = X_standardized[:, :10]\n",
    "\n",
    "# Plotting the boxplot for the standardized values of the selected features\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Setting the font for displaying Chinese characters in the plot\n",
    "plt.rcParams[\"font.family\"]=['SimHei']\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.boxplot(X_selected_standardized, vert=True)\n",
    "plt.xticks(range(1, len(selected_features) + 1), selected_features, rotation=45)\n",
    "plt.title('箱线图 - 标准化后的前10个特征')\n",
    "plt.ylabel('标准化值')\n",
    "plt.grid(True, axis='y', linestyle='--', linewidth=0.7, alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "34695678",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns # 导入Seaborn\n",
    "# 绘制小提琴图\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.violinplot(data=pd.DataFrame(X_selected_standardized, columns=selected_features), palette=\"Set3\")\n",
    "plt.title('小提琴图 - 标准化后的前10个特征')\n",
    "plt.ylabel('标准化值')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d16520ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制相关性热图\n",
    "correlation_matrix = pd.DataFrame(X_selected_standardized, columns=selected_features).corr()\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', linewidths=0.5)\n",
    "plt.title('前10个特征的相关性热图')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eea9020c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
